Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
New models of electric cars are spurring demand for lithium-ion batteries and related raw materials. Last week, Ford Motor chose a subsidiary of South Korea’s LG Chem to supply lithium-ion battery packs for the all-electric Focus, which goes on sale in 2011. And German chemical firm Süd-Chemie said it would spend $77 million to build a plant in Candiac, Quebec, that will make lithium iron phosphate (LFP), a cathode material used in lithium-ion batteries. Earlier, General Motors chose the LG Chem subsidiary Compact Power to supply the batteries for GM’s all-electric vehicle, the Chevy Volt, also expected to debut next year. To boost consumer confidence, GM said it would guarantee the Volt’s battery for eight years or 100,000 miles. The GM and Ford batteries will be produced at a new Compact Power plant that is under construction in Holland, Mich. The U.S. government is providing half of the cost of the $300 million plant through ...
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it